Artificial intelligence in disease diagnosis: Application withinfeature and state spaces

Conclusions: Findings indicate that the accuracy and efficiency of classification processes can be substantially enhanced by adopting dynamic classification principles. Moreover, the overall effectiveness of AI deployment in healthcare partially depends on the extent of generalization and the specific structural organization of medical information. A critical and practical element at the pre-implementation stage of AI integration is the development of a domain-specific ontology.